When Does a Prompt Become an Undocumented Program?

When we first decided to bring AI into analysts’ work, the task seemed fairly down-to-earth. The company has several development teams and roughly fifteen analysts. They collect requirements, prepare tasks, describe changes in Confluence, think through testing, and help align future implementation with both business and development. A lot of this work is repetitive, so giving analysts a tool that could prepare first drafts felt like an obvious idea. The problem is that a document in this kind of process almost never stands on its own. The same change exists in Jira, in Confluence, in mockups, in test scenarios, and in technical notes. Sometimes there are also separate instructions for making changes in the codebase. Each artifact has its own purpose, but all of them describe the same future system behavior. If the wording drifts apart, that can go unnoticed for several days, until different people begin working from different versions. A typical case looked roughly like this (the details and names are changed, but the mechanism is real). Jira said that a status field could have three values: draft , active , and archived . Confluence still contained an older table with only two values, while the test scenario also checked for disabled , which had been discussed early on and later rejected. The developer implemented what was written in Jira. The tester opened the scenario and filed a defect because disabled was missing. Only after that did the analyst compare the documents and realize that each of them preserved a different version of the decision. Nothing catastrophic happened. We simply had to go through the documentation again, update the tests, clarify the task, explain to the developer that the code did not need to change, and send the package through review one more time. It’s exactly these “nothing serious” moments that add up to delays, when the same task travels two or three times between an analyst, a developer, and a tester. At some point, it becomes diffi